Event Decay Chain Report

Dataset statistics

Number of variables	13
Number of observations	523890
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	41.5 MiB
Average record size in memory	83.0 B

Variable types

Numeric	9
Boolean	3
Categorical	1

Warnings

`pos_r` is highly correlated with `pos_t`	High correlation
`pos_phi` is highly correlated with `mom_phi`	High correlation
`pos_t` is highly correlated with `pos_r`	High correlation
`mom_p` is highly correlated with `isHiggs` and 2 other fields	High correlation
`mom_phi` is highly correlated with `pos_phi`	High correlation
`isHiggs` is highly correlated with `mom_p` and 2 other fields	High correlation
`isZ` is highly correlated with `mom_p` and 2 other fields	High correlation
`label` is highly correlated with `mom_p` and 2 other fields	High correlation
`pos_r` is highly correlated with `pos_theta` and 1 other fields	High correlation
`pos_theta` is highly correlated with `pos_r` and 1 other fields	High correlation
`pos_phi` is highly correlated with `mom_phi`	High correlation
`pos_t` is highly correlated with `pos_r` and 1 other fields	High correlation
`mom_phi` is highly correlated with `pos_phi`	High correlation
`isHiggs` is highly correlated with `isZ` and 1 other fields	High correlation
`isZ` is highly correlated with `isHiggs` and 1 other fields	High correlation
`label` is highly correlated with `isHiggs` and 1 other fields	High correlation
`pos_r` is highly correlated with `pos_theta` and 1 other fields	High correlation
`pos_theta` is highly correlated with `pos_r` and 1 other fields	High correlation
`pos_phi` is highly correlated with `mom_phi`	High correlation
`pos_t` is highly correlated with `pos_r` and 1 other fields	High correlation
`mom_phi` is highly correlated with `pos_phi`	High correlation
`isHiggs` is highly correlated with `isZ` and 1 other fields	High correlation
`isZ` is highly correlated with `isHiggs` and 1 other fields	High correlation
`label` is highly correlated with `isHiggs` and 1 other fields	High correlation
`isOther` is highly correlated with `label`	High correlation
`mom_mass` is highly correlated with `pid` and 1 other fields	High correlation
`isHiggs` is highly correlated with `label` and 2 other fields	High correlation
`pid` is highly correlated with `mom_mass`	High correlation
`pos_t` is highly correlated with `pos_r`	High correlation
`pos_r` is highly correlated with `pos_t`	High correlation
`mom_theta` is highly correlated with `pos_theta`	High correlation
`pos_phi` is highly correlated with `pos_theta` and 1 other fields	High correlation
`pos_theta` is highly correlated with `mom_mass` and 2 other fields	High correlation
`label` is highly correlated with `isOther` and 3 other fields	High correlation
`mom_phi` is highly correlated with `pos_phi`	High correlation
`mom_p` is highly correlated with `isHiggs` and 2 other fields	High correlation
`isZ` is highly correlated with `isHiggs` and 2 other fields	High correlation
`isHiggs` is highly correlated with `isZ` and 1 other fields	High correlation
`isOther` is highly correlated with `label`	High correlation
`isZ` is highly correlated with `isHiggs` and 1 other fields	High correlation
`label` is highly correlated with `isHiggs` and 2 other fields	High correlation
`mom_p` has unique values	Unique
`mom_theta` has unique values	Unique
`mom_phi` has unique values	Unique
`pos_r` has 215111 (41.1%) zeros	Zeros
`pos_theta` has 215111 (41.1%) zeros	Zeros
`pos_phi` has 215111 (41.1%) zeros	Zeros
`pos_t` has 215111 (41.1%) zeros	Zeros
`mom_mass` has 261398 (49.9%) zeros	Zeros

Reproduction

Analysis started	2021-07-04 12:24:16.352271
Analysis finished	2021-07-04 12:25:16.600422
Duration	1 minute and 0.25 seconds
Software version	pandas-profiling v3.0.0
Download configuration	config.json

pid
Real number (ℝ)

HIGH CORRELATION

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.32070282

Minimum	-2212
Maximum	2212
Zeros	0
Zeros (%)	0.0%
Negative	136667
Negative (%)	26.1%
Memory size	4.0 MiB

Quantile statistics

Minimum	-2212
5-th percentile	-211
Q1	-12
median	22
Q3	130
95-th percentile	211
Maximum	2212
Range	4424
Interquartile range (IQR)	142

Descriptive statistics

Standard deviation	475.4657624
Coefficient of variation (CV)	35.69374446
Kurtosis	15.74687602
Mean	13.32070282
Median Absolute Deviation (MAD)	34
Skewness	-0.08537914953
Sum	6978583
Variance	226067.6912
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
22	236924	45.2%
211	95863	18.3%
-211	95654	18.3%
-321	13840	2.6%
321	13760	2.6%
130	13503	2.6%
12	11105	2.1%
-12	11060	2.1%
-2212	5873	1.1%
2212	5798	1.1%
Other values (10)	20510	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2212	5873	1.1%
-2112	5534	1.1%
-321	13840	2.6%
-211	95654	18.3%
-16	125	< 0.1%
-14	1079	0.2%
-13	991	0.2%
-12	11060	2.1%
-11	2511	0.5%
11	2466	0.5%

Value	Count	Frequency (%)
2212	5798	1.1%
2112	5609	1.1%
321	13760	2.6%
211	95863	18.3%
130	13503	2.6%
22	236924	45.2%
16	125	< 0.1%
14	980	0.2%
13	1090	0.2%
12	11105	2.1%

pos_r
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	147916
Distinct (%)	28.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.82737822

Minimum	0
Maximum	20675.42931
Zeros	215111
Zeros (%)	41.1%
Negative	0
Negative (%)	0.0%
Memory size	4.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5.131018041 × 10^-5
Q3	0.2494305618
95-th percentile	113.9591273
Maximum	20675.42931
Range	20675.42931
Interquartile range (IQR)	0.2494305618

Descriptive statistics

Standard deviation	251.6969232
Coefficient of variation (CV)	7.025267707
Kurtosis	572.0904676
Mean	35.82737822
Median Absolute Deviation (MAD)	5.131018041 × 10^-5
Skewness	17.96524994
Sum	18769605.18
Variance	63351.34117
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	215111	41.1%
3.109283469	10	< 0.1%
0.2541469399	10	< 0.1%
1.412746095	9	< 0.1%
0.6010237942	9	< 0.1%
0.2115099823	9	< 0.1%
0.06376061778	8	< 0.1%
0.0425469599	8	< 0.1%
1.589326681	8	< 0.1%
0.3806201846	7	< 0.1%
Other values (147906)	308701	58.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	215111	41.1%
1.321541899 × 10^-9	2	< 0.1%
3.288187914 × 10^-9	2	< 0.1%
1.127240242 × 10^-8	2	< 0.1%
1.174375335 × 10^-8	2	< 0.1%
1.252954158 × 10^-8	2	< 0.1%
1.388321658 × 10^-8	2	< 0.1%
1.417202206 × 10^-8	2	< 0.1%
1.424466981 × 10^-8	2	< 0.1%
1.919384125 × 10^-8	2	< 0.1%

Value	Count	Frequency (%)
20675.42931	2	< 0.1%
13743.31145	2	< 0.1%
12255.97393	2	< 0.1%
11738.9314	2	< 0.1%
11052.18253	2	< 0.1%
10680.22521	2	< 0.1%
10315.76274	2	< 0.1%
10256.94449	2	< 0.1%
10256.94359	2	< 0.1%
10160.51661	2	< 0.1%

pos_theta
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	147916
Distinct (%)	28.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.9272984453

Minimum	0
Maximum	3.130104787
Zeros	215111
Zeros (%)	41.1%
Negative	0
Negative (%)	0.0%
Memory size	4.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.8109428138
Q3	1.724584543
95-th percentile	2.542850852
Maximum	3.130104787
Range	3.130104787
Interquartile range (IQR)	1.724584543

Descriptive statistics

Standard deviation	0.9324573161
Coefficient of variation (CV)	1.005563334
Kurtosis	-1.204525554
Mean	0.9272984453
Median Absolute Deviation (MAD)	0.8109428138
Skewness	0.4391705094
Sum	485802.3825
Variance	0.8694766464
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	215111	41.1%
0.8589685805	10	< 0.1%
2.625098116	10	< 0.1%
1.837176593	9	< 0.1%
1.520985848	9	< 0.1%
1.573417931	9	< 0.1%
1.837377081	8	< 0.1%
1.1480704	8	< 0.1%
0.6255795275	8	< 0.1%
2.444067965	7	< 0.1%
Other values (147906)	308701	58.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	215111	41.1%
0.01565781315	2	< 0.1%
0.01566686588	3	< 0.1%
0.01628507316	2	< 0.1%
0.01711867925	2	< 0.1%
0.01787172869	2	< 0.1%
0.01938913531	2	< 0.1%
0.02064406145	1	< 0.1%
0.02175498977	2	< 0.1%
0.02178225576	2	< 0.1%

Value	Count	Frequency (%)
3.130104787	2	< 0.1%
3.128635859	2	< 0.1%
3.128635846	2	< 0.1%
3.128091755	3	< 0.1%
3.125393951	2	< 0.1%
3.123746626	2	< 0.1%
3.12224134	2	< 0.1%
3.121973987	2	< 0.1%
3.121037687	2	< 0.1%
3.12102188	2	< 0.1%

pos_phi
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	147864
Distinct (%)	28.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.003248919521

Minimum	-3.141589072
Maximum	3.141488565
Zeros	215111
Zeros (%)	41.1%
Negative	154953
Negative (%)	29.6%
Memory size	4.0 MiB

Quantile statistics

Minimum	-3.141589072
5-th percentile	-2.609384477
Q1	-0.4842947578
median	0
Q3	0.4649110527
95-th percentile	2.607050637
Maximum	3.141488565
Range	6.283077636
Interquartile range (IQR)	0.9492058105

Descriptive statistics

Standard deviation	1.392739216
Coefficient of variation (CV)	-428.6776594
Kurtosis	0.04902840625
Mean	-0.003248919521
Median Absolute Deviation (MAD)	0.4740099868
Skewness	-0.0001752078931
Sum	-1702.076448
Variance	1.939722524
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	215111	41.1%
-1.481148159	10	< 0.1%
0.925401528	10	< 0.1%
-2.178383369	9	< 0.1%
-0.7076902522	9	< 0.1%
-0.6443454288	9	< 0.1%
-1.968330542	8	< 0.1%
-1.167121913	8	< 0.1%
1.339836338	8	< 0.1%
-1.501756522	7	< 0.1%
Other values (147854)	308701	58.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.141589072	2	< 0.1%
-3.141333637	2	< 0.1%
-3.141330808	3	< 0.1%
-3.141218116	2	< 0.1%
-3.141213569	2	< 0.1%
-3.141151012	2	< 0.1%
-3.14113539	2	< 0.1%
-3.141133051	2	< 0.1%
-3.141110815	2	< 0.1%
-3.140993957	2	< 0.1%

Value	Count	Frequency (%)
3.141488565	2	< 0.1%
3.141430697	2	< 0.1%
3.141361984	2	< 0.1%
3.141328549	2	< 0.1%
3.141316367	1	< 0.1%
3.14130782	2	< 0.1%
3.141238566	2	< 0.1%
3.141180817	2	< 0.1%
3.141154842	2	< 0.1%
3.141154481	2	< 0.1%

pos_t
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	147669
Distinct (%)	28.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.46604689

Minimum	0
Maximum	20682.55744
Zeros	215111
Zeros (%)	41.1%
Negative	0
Negative (%)	0.0%
Memory size	4.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	5.469365928 × 10^-5
Q3	0.2592700083
95-th percentile	122.7358632
Maximum	20682.55744
Range	20682.55744
Interquartile range (IQR)	0.2592700083

Descriptive statistics

Standard deviation	252.4496483
Coefficient of variation (CV)	6.922868525
Kurtosis	566.4122854
Mean	36.46604689
Median Absolute Deviation (MAD)	5.469365928 × 10^-5
Skewness	17.8508682
Sum	19104197.31
Variance	63730.8249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	215111	41.1%
0.2735360133	10	< 0.1%
3.208061146	10	< 0.1%
0.6883983004	9	< 0.1%
1.475074245	9	< 0.1%
0.6379185762	9	< 0.1%
1.817783237	8	< 0.1%
0.07353922287	8	< 0.1%
0.04902620546	8	< 0.1%
1.934518745	7	< 0.1%
Other values (147659)	308701	58.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	215111	41.1%
1.999456332 × 10^-9	2	< 0.1%
5.437000528 × 10^-9	2	< 0.1%
1.137207877 × 10^-8	2	< 0.1%
1.266879093 × 10^-8	2	< 0.1%
1.536747415 × 10^-8	2	< 0.1%
1.594279841 × 10^-8	2	< 0.1%
1.697779313 × 10^-8	2	< 0.1%
1.945356913 × 10^-8	2	< 0.1%
2.007894421 × 10^-8	2	< 0.1%

Value	Count	Frequency (%)
20682.55744	2	< 0.1%
13747.79149	2	< 0.1%
12270.57156	2	< 0.1%
11741.16556	2	< 0.1%
11054.72039	2	< 0.1%
10687.00584	2	< 0.1%
10316.4145	2	< 0.1%
10258.29859	4	< 0.1%
10173.44392	2	< 0.1%
10088.39541	2	< 0.1%

mom_p
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	523890
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5635358

Minimum	0.0004017200743
Maximum	78.1807838
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 MiB

Quantile statistics

Minimum	0.0004017200743
5-th percentile	0.09219266417
Q1	0.4276857475
median	1.194596419
Q3	3.442734899
95-th percentile	19.70707746
Maximum	78.1807838
Range	78.18038208
Interquartile range (IQR)	3.015049151

Descriptive statistics

Standard deviation	10.79091911
Coefficient of variation (CV)	2.364596135
Kurtosis	20.95740229
Mean	4.5635358
Median Absolute Deviation (MAD)	0.9549745514
Skewness	4.422035627
Sum	2390790.77
Variance	116.4439353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6379559984	1	< 0.1%
0.9802428343	1	< 0.1%
1.741703104	1	< 0.1%
1.134568181	1	< 0.1%
0.2665870765	1	< 0.1%
0.7335075248	1	< 0.1%
2.782271205	1	< 0.1%
1.978348171	1	< 0.1%
0.5031865176	1	< 0.1%
36.80955825	1	< 0.1%
Other values (523880)	523880	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0004017200743	1	< 0.1%
0.0006314008636	1	< 0.1%
0.0007112982751	1	< 0.1%
0.0008050747499	1	< 0.1%
0.0009187268328	1	< 0.1%
0.001109436925	1	< 0.1%
0.001260449352	1	< 0.1%
0.001468048982	1	< 0.1%
0.001472858267	1	< 0.1%
0.001479125851	1	< 0.1%

Value	Count	Frequency (%)
78.1807838	1	< 0.1%
78.18077104	1	< 0.1%
78.17726023	1	< 0.1%
78.17396114	1	< 0.1%
78.17285036	1	< 0.1%
78.17158499	1	< 0.1%
78.17071626	1	< 0.1%
78.16984971	1	< 0.1%
78.16739028	1	< 0.1%
78.1663704	1	< 0.1%

mom_theta
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	523890
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.571314593

Minimum	0.003447101248
Maximum	3.139177111
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	4.0 MiB

Quantile statistics

Minimum	0.003447101248
5-th percentile	0.463304147
Q1	1.052298399
median	1.571644949
Q3	2.088804202
95-th percentile	2.68383875
Maximum	3.139177111
Range	3.13573001
Interquartile range (IQR)	1.036505803

Descriptive statistics

Standard deviation	0.6784044163
Coefficient of variation (CV)	0.4317432165
Kurtosis	-0.7963667357
Mean	1.571314593
Median Absolute Deviation (MAD)	0.5182879822
Skewness	0.003163044846
Sum	823196.002
Variance	0.4602325521
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.121827361	1	< 0.1%
1.127709356	1	< 0.1%
1.894106388	1	< 0.1%
1.645172239	1	< 0.1%
0.5123234469	1	< 0.1%
2.922814051	1	< 0.1%
2.127515895	1	< 0.1%
0.219976207	1	< 0.1%
1.918943361	1	< 0.1%
2.365234006	1	< 0.1%
Other values (523880)	523880	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.003447101248	1	< 0.1%
0.003469401599	1	< 0.1%
0.005321450579	1	< 0.1%
0.005645090662	1	< 0.1%
0.0063671429	1	< 0.1%
0.006408109402	1	< 0.1%
0.006683624021	1	< 0.1%
0.007229995062	1	< 0.1%
0.007351265922	1	< 0.1%
0.008955810456	1	< 0.1%

Value	Count	Frequency (%)
3.139177111	1	< 0.1%
3.13865275	1	< 0.1%
3.137510503	1	< 0.1%
3.137246888	1	< 0.1%
3.136847471	1	< 0.1%
3.135266629	1	< 0.1%
3.135097951	1	< 0.1%
3.13384206	1	< 0.1%
3.133476024	1	< 0.1%
3.132516798	1	< 0.1%

mom_phi
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	523890
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.001858482681

Minimum	-3.141583493
Maximum	3.141590759
Zeros	0
Zeros (%)	0.0%
Negative	262524
Negative (%)	50.1%
Memory size	4.0 MiB

Quantile statistics

Minimum	-3.141583493
5-th percentile	-2.823393021
Q1	-1.574115916
median	-0.006785427
Q3	1.574189431
95-th percentile	2.823762666
Maximum	3.141590759
Range	6.283174253
Interquartile range (IQR)	3.148305347

Descriptive statistics

Standard deviation	1.813322318
Coefficient of variation (CV)	-975.7004123
Kurtosis	-1.203226292
Mean	-0.001858482681
Median Absolute Deviation (MAD)	1.573982566
Skewness	0.003482621188
Sum	-973.6404918
Variance	3.28813783
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3964367327	1	< 0.1%
2.297844709	1	< 0.1%
1.572672958	1	< 0.1%
-3.059062467	1	< 0.1%
-2.103024796	1	< 0.1%
-2.678470412	1	< 0.1%
1.682209852	1	< 0.1%
-2.060800928	1	< 0.1%
-1.194083062	1	< 0.1%
0.9200304069	1	< 0.1%
Other values (523880)	523880	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.141583493	1	< 0.1%
-3.141580634	1	< 0.1%
-3.1415638	1	< 0.1%
-3.141559946	1	< 0.1%
-3.141544847	1	< 0.1%
-3.141542478	1	< 0.1%
-3.141529285	1	< 0.1%
-3.141526393	1	< 0.1%
-3.141509263	1	< 0.1%
-3.14150156	1	< 0.1%

Value	Count	Frequency (%)
3.141590759	1	< 0.1%
3.141555111	1	< 0.1%
3.141547009	1	< 0.1%
3.141539749	1	< 0.1%
3.141537017	1	< 0.1%
3.141535679	1	< 0.1%
3.141508933	1	< 0.1%
3.141503416	1	< 0.1%
3.14150236	1	< 0.1%
3.141486297	1	< 0.1%

mom_mass
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.1311676541

Minimum	0
Maximum	0.9395700097
Zeros	261398
Zeros (%)	49.9%
Negative	0
Negative (%)	0.0%
Memory size	4.0 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.0005109999911
Q3	0.1395699978
95-th percentile	0.4976100028
Maximum	0.9395700097
Range	0.9395700097
Interquartile range (IQR)	0.1395699978

Descriptive statistics

Standard deviation	0.21810892
Coefficient of variation (CV)	1.662825499
Kurtosis	5.865233072
Mean	0.1311676541
Median Absolute Deviation (MAD)	0.0005109999911
Skewness	2.465418255
Sum	68717.42232
Variance	0.04757150097
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	261398	49.9%
0.1395699978	191517	36.6%
0.4936800003	27600	5.3%
0.4976100028	13503	2.6%
0.9382699728	11671	2.2%
0.9395700097	11143	2.1%
0.0005109999911	4977	1.0%
0.105659999	2081	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	261398	49.9%
0.0005109999911	4977	1.0%
0.105659999	2081	0.4%
0.1395699978	191517	36.6%
0.4936800003	27600	5.3%
0.4976100028	13503	2.6%
0.9382699728	11671	2.2%
0.9395700097	11143	2.1%

Value	Count	Frequency (%)
0.9395700097	11143	2.1%
0.9382699728	11671	2.2%
0.4976100028	13503	2.6%
0.4936800003	27600	5.3%
0.1395699978	191517	36.6%
0.105659999	2081	0.4%
0.0005109999911	4977	1.0%
0	261398	49.9%

isHiggs
Boolean

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	511.7 KiB

True	503735
False	20155

Common Values
Chart

Value	Count	Frequency (%)
True	503735	96.2%
False	20155	3.8%

isZ
Boolean

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	511.7 KiB

False	503890
True	20000

Common Values
Chart

Value	Count	Frequency (%)
False	503890	96.2%
True	20000	3.8%

isOther
Boolean

HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	511.7 KiB

False	523735
True	155

Common Values
Chart

Value	Count	Frequency (%)
False	523735	> 99.9%
True	155	< 0.1%

label
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	29.0 MiB

0	503735
1	20000
2	155

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	523890
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	503735	96.2%
1	20000	3.8%
2	155	< 0.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0	503735	96.2%
1	20000	3.8%
2	155	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	503735	96.2%
1	20000	3.8%
2	155	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	523890	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	503735	96.2%
1	20000	3.8%
2	155	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	523890	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	503735	96.2%
1	20000	3.8%
2	155	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	523890	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	503735	96.2%
1	20000	3.8%
2	155	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	pid	mom_p	mom_theta	mom_phi	mom_mass	isHiggs	isZ	isOther	label
0	12	57.517587	2.785539	-2.578892	0.00000	False	True	False	1
1	-12	47.253770	0.986708	-0.963875	0.00000	False	True	False	1
2	2112	3.378490	2.085558	1.405320	0.93957	True	False	False	0
3	-2212	2.899987	1.983336	1.315393	0.93827	True	False	False	0
4	321	3.256114	1.777417	1.411150	0.49368	True	False	False	0
5	-211	2.257151	0.843947	1.467199	0.13957	True	False	False	0
6	-211	0.589905	0.908871	2.463460	0.13957	True	False	False	0
7	-211	2.088260	0.700026	-2.404715	0.13957	True	False	False	0
8	-211	1.136461	0.589039	-1.753818	0.13957	True	False	False	0
9	211	0.800887	0.890430	-1.411619	0.13957	True	False	False	0

Last rows

	pid	pos_r	pos_theta	pos_phi	pos_t	mom_p	mom_theta	mom_phi	mom_mass	isHiggs	isZ	isOther
523880	22	0.000266	0.803973	0.389445	0.000266	0.244316	0.942980	0.356160	0.00000	True	False	False
523881	22	5.174263	0.799260	0.388213	5.182875	0.315674	1.141822	0.527419	0.00000	True	False	False
523882	321	5.174263	0.799260	0.388213	5.182875	7.409359	0.789252	0.352566	0.49368	True	False	False
523883	-211	5.174263	0.799260	0.388213	5.182875	8.702533	0.811139	0.431911	0.13957	True	False	False
523884	22	47.644578	1.553182	-1.714619	55.214441	0.064417	0.950241	1.743621	0.00000	True	False	False
523885	22	47.644578	1.553182	-1.714619	55.214441	0.092689	1.407499	-2.085675	0.00000	True	False	False
523886	22	47.644611	1.553182	-1.714619	55.214445	0.621426	1.619202	-1.747628	0.00000	True	False	False
523887	22	47.644611	1.553182	-1.714619	55.214445	0.206108	1.607157	-1.368038	0.00000	True	False	False
523888	211	5.174263	0.799260	0.388213	5.182875	13.300955	0.783574	0.373155	0.13957	True	False	False
523889	-211	5.174263	0.799260	0.388213	5.182875	2.612154	0.830888	0.395118	0.13957	True	False	False

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows